draft_final_assignment
Andrew Wells
11/18/2022
library(tidyverse)## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.2 ──
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## See https://quanteda.io for tutorials and examples.library(quanteda.textstats)
library(readr)
library(dplyr)
library(quanteda.textplots)
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library(plotly)##
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## layoutdf <- read_csv("https://raw.githubusercontent.com/juka19/tad_assignment3/main/data/data_11_28.csv")## New names:
## Rows: 920 Columns: 13
## ── Column specification
## ──────────────────────────────────────────────────────── Delimiter: "," chr
## (3): subjects, summary, policy_area dbl (8): ...1, ...2, ...3, Unnamed: 0, bill
## number, cosponsor_D_perc, cospo... date (2): latest_action, date
## ℹ Use `spec()` to retrieve the full column specification for this data. ℹ
## Specify the column types or set `show_col_types = FALSE` to quiet this message.
## • `` -> `...1`
## • `...1` -> `...2`
## • `...2` -> `...3`Creating party variable
#if two thirds of the sponsors are democrats, we consider the bill democrat-dominated
#same for republicans
#if there is no clear majority, they are "Both"
df$party <- ifelse(df$cosponsor_D_perc > 0.66, "Democrat", ifelse(df$cosponsor_R_perc > 0.66, "Republican", "Both"))ggplot(df, aes(x = cosponsor_D_perc)) +
geom_histogram(aes(y=..density..), colour="black", fill="white") +
geom_density(alpha=.1, fill="blue") +
labs(title="Density of bill cosposor party",
x ="Cosponsor party composition", y = "Density",
caption = "Numbers represent proportion of cosponsors from Democratic party,
so 0.0 represents bills that were fully Republican and 1.0 represents
bills that were fully Democrat.") +
theme_minimal()## Warning: The dot-dot notation (`..density..`) was deprecated in ggplot2 3.4.0.
## ℹ Please use `after_stat(density)` instead.## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
Creating a corpus
df_corp <- df
df_corp <- df_corp %>% rename(text = summary)
corp <- corpus(df_corp)## Warning: NA is replaced by empty string##Creatung a dfm from the corpus
dfmat <- corp %>%
tokens(remove_punct = TRUE, remove_numbers = TRUE, remove_symbols = TRUE) %>%
tokens_remove(patter = stopwords("en")) %>%
tokens_replace(pattern = lexicon::hash_lemmas$token, replacement = lexicon::hash_lemmas$lemma) %>%
tokens_wordstem() %>%
tokens_remove(c("sec","bill","act", "section", "funds", "shall","must", "use", "author","fund","provid","program","requir","divis","titl")) %>%
dfm()
#Do we also want to lemmatize and apply word stems??
# tokens_replace(pattern = lexicon::hash_lemmas$token, replacement = lexicon::hash_lemmas$lemma) %>%
# tokens_wordstem() %>%##Most common words in the corpus
dfmat %>% colSums() %>% sort(decreasing = TRUE) %>% head(20)## servic appropri nation state specifi prohibit includ feder
## 2407 2349 2027 1966 1896 1839 1805 1663
## depart certain report develop agenc relat health permit
## 1582 1470 1445 1309 1255 1232 1209 1189
## may activ oper congress
## 1188 1187 1156 1156#Wordcloud congress 115
dfmat_115 <- dfm_subset(dfmat, session == 115)
textplot_wordcloud(dfmat_115, max_words = 300)## Warning in wordcloud(x, min_size, max_size, min_count, max_words, color, :
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#Wordcloud congress 116
dfmat_116 <- dfm_subset(dfmat, session == 116)
textplot_wordcloud(dfmat_116, max_words = 300)
#Wordcloud congress 117
dfmat_117 <- dfm_subset(dfmat, session == 117)
textplot_wordcloud(dfmat_117, max_words = 300)
#Wordcloud comparing Democrats and Republicans
dfmatRepDem <- dfm(corp, remove = stopwords("english"), remove_numbers = TRUE, remove_punct = TRUE, groups =
corp$party) %>%
dfm_remove(c("sec","bill","act", "section", "funds", "shall","must", "used")) %>%
dfm_trim(min_termfreq = 3)## Warning: 'dfm.corpus()' is deprecated. Use 'tokens()' first.## Warning: '...' should not be used for tokens() arguments; use 'tokens()' first.## Warning: 'groups' is deprecated; use dfm_group() instead## Warning: 'remove' is deprecated; use dfm_remove() insteadtextplot_wordcloud(dfmatRepDem, comparison = TRUE, max_words = 300,
color = c("green","blue", "red"))## Warning in wordcloud_comparison(x, min_size, max_size, min_count, max_words, :
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#Wordcloud congress parties 115
corp_115 <- df %>% filter(session == 115) %>% rename(text = summary) %>% corpus()
modelpart15 <- dfm(corp_115, remove = stopwords("english"),remove_numbers = TRUE, remove_punct = TRUE, groups = corp_115$party) %>%
dfm_remove(c("sec","bill","act", "section", "funds", "shall","must", "used")) %>%
dfm_trim(min_termfreq = 3)## Warning: 'dfm.corpus()' is deprecated. Use 'tokens()' first.## Warning: '...' should not be used for tokens() arguments; use 'tokens()' first.## Warning: 'groups' is deprecated; use dfm_group() instead## Warning: 'remove' is deprecated; use dfm_remove() insteadmp15 <- textplot_wordcloud(modelpart15, comparison = TRUE, max_words = 300,
color = c("green","blue", "red"))## Warning in wordcloud_comparison(x, min_size, max_size, min_count, max_words, :
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mp15## $xlog
## [1] FALSE
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## $ylog
## [1] FALSE
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## $adj
## [1] 0.5
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## $ann
## [1] TRUE
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## $cex.lab
## [1] 1
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## $cex.main
## [1] 1.2
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## $cex.sub
## [1] 1
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## $col
## [1] "black"
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## [1] "black"
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## [1] "black"
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## [1] "black"
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## [1] 5.1 4.1 4.1 2.1
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## [1] 1
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## [1] 1 1
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## [1] 1 1 1 1
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## [1] 1 1
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## $mgp
## [1] 3 1 0
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## $mkh
## [1] 0.001
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## [1] TRUE
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## [1] 0 0 0 0
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## [1] 0 1 0 1
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## [1] 1
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## [1] 5.759999 3.159999
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## [1] NA
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## [1] -0.5
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## [1] -0.4072 1.4072 -0.1480 1.1480
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## [1] 0 1 5
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## [1] "r"
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## $xaxt
## [1] "s"
##
## $xpd
## [1] FALSE
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## [1] 0 1 5
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## [1] "r"
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## [1] 0.2#Wordcloud congress parties 116
corp_116 <- df %>% filter(session == 116) %>% rename(text = summary) %>% corpus()
modelpart16 <- dfm(corp_116, remove = stopwords("english"), remove_numbers = TRUE, remove_punct = TRUE, groups = corp_116$party) %>% dfm_remove(c("sec","bill","act", "section", "funds", "shall","must", "used")) %>%
dfm_trim(min_termfreq = 3)## Warning: 'dfm.corpus()' is deprecated. Use 'tokens()' first.## Warning: '...' should not be used for tokens() arguments; use 'tokens()' first.## Warning: 'groups' is deprecated; use dfm_group() instead## Warning: 'remove' is deprecated; use dfm_remove() insteadmp16 <- textplot_wordcloud(modelpart16, comparison = TRUE, max_words = 300,
color = c("green","blue", "red"))## Warning in wordcloud_comparison(x, min_size, max_size, min_count, max_words, :
## policymaking could not be fit on page. It will not be plotted.## Warning in wordcloud_comparison(x, min_size, max_size, min_count, max_words, :
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mp16## $xlog
## [1] FALSE
##
## $ylog
## [1] FALSE
##
## $adj
## [1] 0.5
##
## $ann
## [1] TRUE
##
## $ask
## [1] FALSE
##
## $bg
## [1] "white"
##
## $bty
## [1] "o"
##
## $cex
## [1] 1
##
## $cex.axis
## [1] 1
##
## $cex.lab
## [1] 1
##
## $cex.main
## [1] 1.2
##
## $cex.sub
## [1] 1
##
## $col
## [1] "black"
##
## $col.axis
## [1] "black"
##
## $col.lab
## [1] "black"
##
## $col.main
## [1] "black"
##
## $col.sub
## [1] "black"
##
## $crt
## [1] 0
##
## $err
## [1] 0
##
## $family
## [1] ""
##
## $fg
## [1] "black"
##
## $fig
## [1] 0 1 0 1
##
## $fin
## [1] 6.999999 4.999999
##
## $font
## [1] 1
##
## $font.axis
## [1] 1
##
## $font.lab
## [1] 1
##
## $font.main
## [1] 2
##
## $font.sub
## [1] 1
##
## $lab
## [1] 5 5 7
##
## $las
## [1] 0
##
## $lend
## [1] "round"
##
## $lheight
## [1] 1
##
## $ljoin
## [1] "round"
##
## $lmitre
## [1] 10
##
## $lty
## [1] "solid"
##
## $lwd
## [1] 1
##
## $mai
## [1] 0 0 0 0
##
## $mar
## [1] 5.1 4.1 4.1 2.1
##
## $mex
## [1] 1
##
## $mfcol
## [1] 1 1
##
## $mfg
## [1] 1 1 1 1
##
## $mfrow
## [1] 1 1
##
## $mgp
## [1] 3 1 0
##
## $mkh
## [1] 0.001
##
## $new
## [1] TRUE
##
## $oma
## [1] 0 0 0 0
##
## $omd
## [1] 0 1 0 1
##
## $omi
## [1] 0 0 0 0
##
## $pch
## [1] 1
##
## $pin
## [1] 5.759999 3.159999
##
## $plt
## [1] 0.08857144 0.91142856 0.18400002 0.81599998
##
## $ps
## [1] 12
##
## $pty
## [1] "m"
##
## $smo
## [1] 1
##
## $srt
## [1] 0
##
## $tck
## [1] NA
##
## $tcl
## [1] -0.5
##
## $usr
## [1] -0.4072 1.4072 -0.1480 1.1480
##
## $xaxp
## [1] 0 1 5
##
## $xaxs
## [1] "r"
##
## $xaxt
## [1] "s"
##
## $xpd
## [1] FALSE
##
## $yaxp
## [1] 0 1 5
##
## $yaxs
## [1] "r"
##
## $yaxt
## [1] "s"
##
## $ylbias
## [1] 0.2#Wordcloud congress parties 117
corp_117 <- df %>% filter(session == 117) %>% rename(text = summary) %>% corpus()## Warning: NA is replaced by empty stringmodelpart17 <- dfm(corp_117, remove = stopwords("english"), remove_numbers = TRUE, remove_punct = TRUE, groups = corp_117$party) %>% dfm_remove(c("sec","bill","act", "section", "funds", "shall","must", "used")) %>%
dfm_trim(min_termfreq = 3)## Warning: 'dfm.corpus()' is deprecated. Use 'tokens()' first.## Warning: '...' should not be used for tokens() arguments; use 'tokens()' first.## Warning: 'groups' is deprecated; use dfm_group() instead## Warning: 'remove' is deprecated; use dfm_remove() insteadmp17 <- textplot_wordcloud(modelpart17, comparison = TRUE, max_words = 300,
color = c("green","blue", "red"))## Warning in wordcloud_comparison(x, min_size, max_size, min_count, max_words, :
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## certificate could not be fit on page. It will not be plotted.## Warning in wordcloud_comparison(x, min_size, max_size, min_count, max_words, :
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## include could not be fit on page. It will not be plotted.## Warning in wordcloud_comparison(x, min_size, max_size, min_count, max_words, :
## minority could not be fit on page. It will not be plotted.## Warning in wordcloud_comparison(x, min_size, max_size, min_count, max_words, :
## defense could not be fit on page. It will not be plotted.## Warning in wordcloud_comparison(x, min_size, max_size, min_count, max_words, :
## homeland could not be fit on page. It will not be plotted.## Warning in wordcloud_comparison(x, min_size, max_size, min_count, max_words, :
## reimbursement could not be fit on page. It will not be plotted.## Warning in wordcloud_comparison(x, min_size, max_size, min_count, max_words, :
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## lease could not be fit on page. It will not be plotted.## Warning in wordcloud_comparison(x, min_size, max_size, min_count, max_words, :
## requirements could not be fit on page. It will not be plotted.## Warning in wordcloud_comparison(x, min_size, max_size, min_count, max_words, :
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mp17## $xlog
## [1] FALSE
##
## $ylog
## [1] FALSE
##
## $adj
## [1] 0.5
##
## $ann
## [1] TRUE
##
## $ask
## [1] FALSE
##
## $bg
## [1] "white"
##
## $bty
## [1] "o"
##
## $cex
## [1] 1
##
## $cex.axis
## [1] 1
##
## $cex.lab
## [1] 1
##
## $cex.main
## [1] 1.2
##
## $cex.sub
## [1] 1
##
## $col
## [1] "black"
##
## $col.axis
## [1] "black"
##
## $col.lab
## [1] "black"
##
## $col.main
## [1] "black"
##
## $col.sub
## [1] "black"
##
## $crt
## [1] 0
##
## $err
## [1] 0
##
## $family
## [1] ""
##
## $fg
## [1] "black"
##
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## [1] 0 1 0 1
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## [1] 6.999999 4.999999
##
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## [1] 1
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## [1] 1
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## $font.main
## [1] 2
##
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## [1] 1
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## $lab
## [1] 5 5 7
##
## $las
## [1] 0
##
## $lend
## [1] "round"
##
## $lheight
## [1] 1
##
## $ljoin
## [1] "round"
##
## $lmitre
## [1] 10
##
## $lty
## [1] "solid"
##
## $lwd
## [1] 1
##
## $mai
## [1] 0 0 0 0
##
## $mar
## [1] 5.1 4.1 4.1 2.1
##
## $mex
## [1] 1
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## $mfcol
## [1] 1 1
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## $mfg
## [1] 1 1 1 1
##
## $mfrow
## [1] 1 1
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## $mgp
## [1] 3 1 0
##
## $mkh
## [1] 0.001
##
## $new
## [1] TRUE
##
## $oma
## [1] 0 0 0 0
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## $omd
## [1] 0 1 0 1
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## $omi
## [1] 0 0 0 0
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## $pch
## [1] 1
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## $pin
## [1] 5.759999 3.159999
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## [1] 0.08857144 0.91142856 0.18400002 0.81599998
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## [1] 12
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## [1] NA
##
## $tcl
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## $usr
## [1] -0.4072 1.4072 -0.1480 1.1480
##
## $xaxp
## [1] 0 1 5
##
## $xaxs
## [1] "r"
##
## $xaxt
## [1] "s"
##
## $xpd
## [1] FALSE
##
## $yaxp
## [1] 0 1 5
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## $yaxs
## [1] "r"
##
## $yaxt
## [1] "s"
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## $ylbias
## [1] 0.2#Wordcloud comparing Congresses
dfmatCon <- dfm(corp, remove = stopwords("english"), remove_numbers = TRUE, remove_punct = TRUE, groups = corp$session) %>%dfm_remove(c("sec","bill","act", "section", "funds", "shall","must", "used")) %>%
dfm_trim(min_termfreq = 3)## Warning: 'dfm.corpus()' is deprecated. Use 'tokens()' first.## Warning: '...' should not be used for tokens() arguments; use 'tokens()' first.## Warning: 'groups' is deprecated; use dfm_group() instead## Warning: 'remove' is deprecated; use dfm_remove() insteadtextplot_wordcloud(dfmatCon, comparison = TRUE, max_words = 300,
color = c("blue", "red"))## Warning in wordcloud_comparison(x, min_size, max_size, min_count, max_words, :
## ukraine could not be fit on page. It will not be plotted.## Warning in wordcloud_comparison(x, min_size, max_size, min_count, max_words, :
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## homeless could not be fit on page. It will not be plotted.## Warning in wordcloud_comparison(x, min_size, max_size, min_count, max_words, :
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## counseling could not be fit on page. It will not be plotted.## Warning in wordcloud_comparison(x, min_size, max_size, min_count, max_words, :
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Most common words (overall)
#Overall most common words
tfreq <- dfmat %>%
textstat_frequency() %>%
head(20)
tfreq$feature <- factor(tfreq$feature, levels=tfreq$feature)
ggplot(tfreq, aes(x=frequency, y=feature)) +
geom_col() + labs(title="Feature (word) frequency",
x ="Frequency", y = "Feature") +
theme_minimal() 
## Most common words by party
#Republicans
dfmat_r <- dfm_subset(dfmat, party == "Republican")
tfreq_r <- dfmat_r %>%
textstat_frequency() %>%
head(20)
tfreq_r$feature <- factor(tfreq_r$feature, levels=tfreq_r$feature)
ggplot(tfreq_r, aes(x=frequency, y=feature)) +
geom_col() + labs(title="Feature (word) frequency for Republican Bills",
x ="Frequency", y = "Feature") +
theme_minimal() 
#Democrats
dfmat_d <- dfm_subset(dfmat, party == "Democrat")
tfreq_d <- dfmat_d %>%
textstat_frequency() %>%
head(20)
tfreq_d$feature <- factor(tfreq_d$feature, levels=tfreq_d$feature)
ggplot(tfreq_d, aes(x=frequency, y=feature)) +
geom_col() + labs(title="Feature (word) frequency for Democrat Bills",
x ="Frequency", y = "Feature") +
theme_minimal() 
party_corp <- corpus_subset(corp,
party %in% c("Democrat", "Republican"))
# Create a dfm grouped by party
party_dfm <- tokens(party_corp, remove_punct = TRUE, remove_numbers = TRUE, remove_symbols = TRUE) %>%
tokens_remove(patter = stopwords("en")) %>%
tokens_replace(pattern = lexicon::hash_lemmas$token, replacement = lexicon::hash_lemmas$lemma) %>%
tokens_wordstem() %>%
tokens_remove(c("sec","bill","act", "section", "funds", "shall","must", "use", "author", "may")) %>%
tokens_group(groups = party) %>%
dfm()
# Calculate keyness and determine Republican as target group
result_keyness <- textstat_keyness(party_dfm, target = "Republican")
# Plot estimated word keyness
textplot_keyness(result_keyness) 
Most common words (by session)
# Most common words by Congressional session 115
tfreq_115 <- dfmat_115 %>%
textstat_frequency() %>%
head(20)
tfreq_115$feature <- factor(tfreq_115$feature, levels=tfreq_115$feature)
ggplot(tfreq_115, aes(x=frequency, y=feature)) +
geom_col() + labs(title="Feature (word) frequency for 115 session (2017 - 2018)",
x ="Frequency", y = "Feature") +
theme_minimal()
# Most common words by Congressional session 116
tfreq_116 <- dfmat_116 %>%
textstat_frequency() %>%
head(20)
tfreq_116$feature <- factor(tfreq_116$feature, levels=tfreq_116$feature)
ggplot(tfreq_116, aes(x=frequency, y=feature)) +
geom_col() + labs(title="Feature (word) frequency for 116 session (2019 - 2020)",
x ="Frequency", y = "Feature") +
theme_minimal()
# Most common words by Congressional session 117
tfreq_117 <- dfmat_117 %>%
textstat_frequency() %>%
head(20)
tfreq_117$feature <- factor(tfreq_117$feature, levels=tfreq_117$feature)
ggplot(tfreq_117, aes(x=frequency, y=feature)) +
geom_col() + labs(title="Feature (word) frequency for 117 session (2021 - 2022)",
x ="Frequency", y = "Feature") +
theme_minimal()
##Comparing subgroups
df <- df %>%
mutate(session_written = ifelse(session == 115, "session_115",
ifelse(session == 116, "session_116",
ifelse(session == 117, "session_117", NA))))
ytfreq <- dfmat %>%
textstat_frequency(groups = df$session_written) %>%
pivot_wider(id_cols=feature, names_from=group, values_from=frequency)#Comparing sessions 115 and 116
#Plot #1: differences in frequency by session
ggplot(ytfreq, aes(x= session_116, y= session_115)) +
geom_point() + theme_minimal()## Warning: Removed 5263 rows containing missing values (`geom_point()`).
#Plot #2: coloring changes by session
ytfreq$change_115_116 <- log(ytfreq$session_116 / ytfreq$session_115)
max_change <- max(abs(ytfreq$change_115_116), na.rm=TRUE)
ggplot(ytfreq, aes(x=session_116, y=session_115, fill=change_115_116)) +
geom_point(color="grey", shape=21) +
scale_fill_gradientn(
colors = c("#4575b4","white","#d73027"),
values = scales::rescale(c(max_change*-1,0,max_change)), limits = c(max_change*-1,max_change))+
theme_bw()## Warning: Removed 5263 rows containing missing values (`geom_point()`).
#Plot 3: labeling words with biggest change
labels <- ytfreq %>%
rowwise() %>%
mutate(max_value = max(session_116, session_115)) %>%
filter((abs(change_115_116)>0.4 & max_value>2.5) )
ggplot(ytfreq, aes(x=session_116, y=session_115, fill=change_115_116)) +
geom_point(color="grey", shape=21) +
scale_fill_gradientn(
colors = c("#4575b4","white","#d73027"),
values = scales::rescale(c(max_change*-1,0,max_change)), limits = c(max_change*-1,max_change)) + theme_bw() +
geom_label_repel(data=labels, aes(label=feature), min.segment.length = 0)## Warning: Removed 5263 rows containing missing values (`geom_point()`).## Warning: ggrepel: 2699 unlabeled data points (too many overlaps). Consider
## increasing max.overlaps
#Comparing sessions 116 and 117
ggplot(ytfreq, aes(x= session_117, y= session_116)) +
geom_point() + theme_minimal()## Warning: Removed 6716 rows containing missing values (`geom_point()`).
#Plot #2: coloring changes by session
ytfreq$change_116_117 <- log(ytfreq$session_117 / ytfreq$session_116)
max_change <- max(abs(ytfreq$change_116_117), na.rm=TRUE)
ggplot(ytfreq, aes(x=session_117, y=session_116, fill=change_116_117)) +
geom_point(color="grey", shape=21) +
scale_fill_gradientn(
colors = c("#4575b4","white","#d73027"),
values = scales::rescale(c(max_change*-1,0,max_change)), limits = c(max_change*-1,max_change))+
theme_bw()## Warning: Removed 6716 rows containing missing values (`geom_point()`).
#Plot 3: labeling words with biggest change
labels <- ytfreq %>%
rowwise() %>%
mutate(max_value = max(session_117, session_116)) %>%
filter((abs(change_116_117)>0.4 & max_value>2.5) )
ggplot(ytfreq, aes(x=session_117, y=session_116, fill=change_116_117)) +
geom_point(color="grey", shape=21) +
scale_fill_gradientn(
colors = c("#4575b4","white","#d73027"),
values = scales::rescale(c(max_change*-1,0,max_change)), limits = c(max_change*-1,max_change)) + theme_bw() +
geom_label_repel(data=labels, aes(label=feature), min.segment.length = 0)## Warning: Removed 6716 rows containing missing values (`geom_point()`).## Warning: ggrepel: 1662 unlabeled data points (too many overlaps). Consider
## increasing max.overlaps
sims <- textstat_simil(dfmat, method="cosine")
sim_df <- as.data.frame(sims, upper = TRUE)
sim_df## document1 document2 cosine
## 1 text3 text1 0.046122555
## 2 text5 text1 0.007693218
## 3 text6 text1 0.046524211
## 4 text9 text1 0.045802861
## 5 text11 text1 0.027022093
## 6 text12 text1 0.085759241
## 7 text14 text1 0.018148850
## 8 text15 text1 0.034472513
## 9 text17 text1 0.013047672
## 10 text18 text1 0.023057149
## 11 text20 text1 0.009886946
## 12 text25 text1 0.077849894
## 13 text27 text1 0.036210341
## 14 text28 text1 0.046897905
## 15 text30 text1 0.082530186
## 16 text38 text1 0.036297700
## 17 text40 text1 0.054613018
## 18 text41 text1 0.063098495
## 19 text42 text1 0.079290200
## 20 text43 text1 0.023170341
## 21 text44 text1 0.062319936
## 22 text45 text1 0.021591676
## 23 text46 text1 0.087940809
## 24 text48 text1 0.035168997
## 25 text49 text1 0.058950133
## 26 text50 text1 0.032665090
## 27 text51 text1 0.063349065
## 28 text52 text1 0.024169295
## 29 text53 text1 0.028192793
## 30 text54 text1 0.029854072
## 31 text55 text1 0.041546624
## 32 text57 text1 0.061070482
## 33 text64 text1 0.039539913
## 34 text65 text1 0.206514780
## 35 text66 text1 0.046945253
## 36 text67 text1 0.062170591
## 37 text68 text1 0.100847385
## 38 text69 text1 0.030354175
## 39 text70 text1 0.050723750
## 40 text71 text1 0.027353665
## 41 text72 text1 0.035909479
## 42 text73 text1 0.013273297
## 43 text74 text1 0.041030497
## 44 text75 text1 0.053093187
## 45 text78 text1 0.025666350
## 46 text79 text1 0.061545745
## 47 text83 text1 0.029012943
## 48 text84 text1 0.028239125
## 49 text85 text1 0.028239125
## 50 text86 text1 0.026860765
## 51 text97 text1 0.029854072
## 52 text100 text1 0.037113481
## 53 text101 text1 0.031265270
## 54 text102 text1 0.066048391
## 55 text104 text1 0.053979190
## 56 text108 text1 0.061070482
## 57 text109 text1 0.113376847
## 58 text110 text1 0.030860670
## 59 text111 text1 0.009496715
## 60 text112 text1 0.034472513
## 61 text114 text1 0.008317752
## 62 text116 text1 0.014818474
## 63 text117 text1 0.012695918
## 64 text118 text1 0.046039570
## 65 text119 text1 0.055749467
## 66 text126 text1 0.023688968
## 67 text127 text1 0.032325409
## 68 text130 text1 0.038924947
## 69 text131 text1 0.021684544
## 70 text134 text1 0.060939369
## 71 text135 text1 0.050251891
## 72 text137 text1 0.055443173
## 73 text138 text1 0.014818474
## 74 text139 text1 0.013196793
## 75 text140 text1 0.058797162
## 76 text141 text1 0.040533139
## 77 text142 text1 0.049360151
## 78 text143 text1 0.015180293
## 79 text144 text1 0.031782086
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## [ reached 'max' / getOption("max.print") -- omitted 619535 rows ]##Dimensionality plotting
corp2 <- corpus(df$summary)## Warning: NA is replaced by empty stringdfmat2 <- corp2 %>%
tokens(remove_punct = TRUE) %>%
tokens_remove(patter = stopwords("en")) %>%
dfm() %>%
dfm_trim(min_termfreq = 5)
embeddings <- umap(as.matrix(dfmat2))
df$x <- embeddings[,1]
df$y <- embeddings[,2]
colordict <- c( "Democrat"="blue","Republican"="red", "Both"="yellow")
p <- ggplot(df, aes(x, y, fill=party)) +
geom_point(color="grey", shape=21, size=0.5) +
scale_fill_manual(values=colordict) +
theme_bw()
p
ggplotly(p)df1 <- df %>%
mutate(party_full = ifelse(cosponsor_D_perc == 1.0, "Dem",
ifelse(cosponsor_R_perc == 1.0, "Rep", NA))) %>%
drop_na(party_full)
corp3 <- corpus(df1$summary)
dfmat3 <- corp3 %>%
tokens(remove_punct = TRUE) %>%
tokens_remove(patter = stopwords("en")) %>%
dfm() %>%
dfm_trim(min_termfreq = 5)
embeddings2 <- umap(as.matrix(dfmat3))
df1$x <- embeddings2[,1]
df1$y <- embeddings2[,2]
colordict2 <- c( "Democrat"="blue","Republican"="red")
j <- ggplot(df1, aes(x, y, fill=party)) +
geom_point(color="grey", shape=21, size=0.5) +
scale_fill_manual(values=colordict2) +
theme_bw()
j
ggplotly(j)##Topic modeling
#Topics for session 115 (2017 - 2018)
lda_115 <- LDA(dfmat_115, 5)
topic_words_115 <- tidy(lda_115, matrix="beta") %>%
group_by(topic) %>%
slice_max(beta, n = 10) %>%
ungroup() %>%
arrange(topic, -beta)
topic_words_115## # A tibble: 50 × 3
## topic term beta
## <int> <chr> <dbl>
## 1 1 drug 0.00807
## 2 1 may 0.00765
## 3 1 state 0.00763
## 4 1 servic 0.00744
## 5 1 includ 0.00729
## 6 1 secur 0.00721
## 7 1 report 0.00676
## 8 1 airport 0.00621
## 9 1 faa 0.00602
## 10 1 health 0.00584
## # … with 40 more rowstopic_words_115 %>%
mutate(term = reorder_within(term, beta, topic)) %>%
ggplot(aes(beta, term, fill = factor(topic))) +
geom_col(show.legend = FALSE) +
facet_wrap(~ topic, scales = "free") + scale_y_reordered() + theme_minimal()
#Topics for session 116 (2019 - 2020)
lda_116 <- LDA(dfmat_116, 5)
topic_words_116 <- tidy(lda_116, matrix="beta") %>%
group_by(topic) %>%
slice_max(beta, n = 10) %>%
ungroup() %>%
arrange(topic, -beta)
topic_words_116## # A tibble: 50 × 3
## topic term beta
## <int> <chr> <dbl>
## 1 1 land 0.0249
## 2 1 nation 0.0209
## 3 1 interior 0.0149
## 4 1 state 0.0142
## 5 1 design 0.0141
## 6 1 unit 0.0125
## 7 1 servic 0.0100
## 8 1 facil 0.00924
## 9 1 area 0.00919
## 10 1 feder 0.00783
## # … with 40 more rowstopic_words_116 %>%
mutate(term = reorder_within(term, beta, topic)) %>%
ggplot(aes(beta, term, fill = factor(topic))) +
geom_col(show.legend = FALSE) +
facet_wrap(~ topic, scales = "free") + scale_y_reordered() + theme_minimal()
#Topics for session 117 (2021 - 2022)
raw.sum = apply(dfmat_117,1,FUN=sum) #Removing non-0 rows from dfmat
dfmat_117 = dfmat_117[raw.sum != 0, ]
lda_117 <- LDA(dfmat_117, 5)
topic_words_117 <- tidy(lda_117, matrix="beta") %>%
group_by(topic) %>%
slice_max(beta, n = 10) %>%
ungroup() %>%
arrange(topic, -beta)
topic_words_117## # A tibble: 50 × 3
## topic term beta
## <int> <chr> <dbl>
## 1 1 covid-19 0.0198
## 2 1 health 0.0177
## 3 1 addit 0.0145
## 4 1 fy2021 0.0144
## 5 1 grant 0.0143
## 6 1 state 0.0124
## 7 1 servic 0.0122
## 8 1 assist 0.0103
## 9 1 plan 0.00967
## 10 1 includ 0.00858
## # … with 40 more rowstopic_words_117 %>%
mutate(term = reorder_within(term, beta, topic)) %>%
ggplot(aes(beta, term, fill = factor(topic))) +
geom_col(show.legend = FALSE) +
facet_wrap(~ topic, scales = "free") + scale_y_reordered() + theme_minimal()
##Sentiments
#Loading df with VADER compount scores
summary_sentiment <- read_csv("https://raw.githubusercontent.com/juka19/tad_assignment3/main/data/data_w_vader.csv")## New names:
## Rows: 920 Columns: 18
## ── Column specification
## ──────────────────────────────────────────────────────── Delimiter: "," chr
## (3): subjects, summary, policy_area dbl (13): ...1, Unnamed: 0, ...3, ...4,
## Unnamed: 0.1, bill number, cosponso... date (2): latest_action, date
## ℹ Use `spec()` to retrieve the full column specification for this data. ℹ
## Specify the column types or set `show_col_types = FALSE` to quiet this message.
## • `` -> `...1`
## • `...1` -> `...3`
## • `...2` -> `...4`ggplot(summary_sentiment, aes(x = compound)) +
geom_histogram(aes(y=..density..), colour="black", fill="white") +
geom_density(alpha=.1, fill="blue") +
labs(title="Density of compound sentiment scores",
x ="Sentiment scores", y = "Density") +
theme_minimal()## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Removed 1 rows containing non-finite values (`stat_bin()`).## Warning: Removed 1 rows containing non-finite values (`stat_density()`).
summary_sentiment$party <- ifelse(summary_sentiment$cosponsor_D_perc > 0.66, "Democrat", ifelse(summary_sentiment$cosponsor_R_perc > 0.66, "Republican", "Both"))
wide_sentiment <- summary_sentiment %>%
group_by(party, date) %>%
summarise(score = mean(compound)) %>%
pivot_wider(names_from = party, values_from = score) %>%
select(-c("Both", "NA"))## `summarise()` has grouped output by 'party'. You can override using the
## `.groups` argument.days <- data.frame(date = seq(as.Date("2017-01-01"),as.Date("2022-12-31"),1))
daily_sentiment <- days %>%
left_join(wide_sentiment) %>%
pivot_longer(cols = -date, names_to="party", values_to="score") %>%
group_by(party) %>%
arrange(date) %>%
mutate(score7 = data.table::frollmean(score, 7))## Joining, by = "date"ggplot(daily_sentiment, aes(x=date, y = score, colour=party)) +
geom_point(aes(y=score), size=1) +
geom_line(aes(y=score7)) +
theme_minimal() +
geom_smooth(method = "lm")## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 4074 rows containing non-finite values (`stat_smooth()`).## Warning: Removed 4074 rows containing missing values (`geom_point()`).## Warning: Removed 4382 rows containing missing values (`geom_line()`).
summary_sentiment$party_full <- ifelse(summary_sentiment$cosponsor_D_perc == 1.0, "Dem", ifelse(summary_sentiment$cosponsor_R_perc == 1.0, "Rep", NA))
wide_sentiment_full <- summary_sentiment %>%
drop_na(party_full) %>%
group_by(party_full, date) %>%
summarise(score = mean(compound)) %>%
pivot_wider(names_from = party_full, values_from = score)## `summarise()` has grouped output by 'party_full'. You can override using the
## `.groups` argument.days_115 <- data.frame(date = seq(as.Date("2017-01-01"),as.Date("2018-12-31"),1))
daily_sentiment_115 <- days_115 %>%
left_join(wide_sentiment_full) %>%
pivot_longer(cols = -date, names_to="party_full", values_to="score") %>%
group_by(party_full) %>%
arrange(date) %>%
mutate(score7 = data.table::frollmean(score, 7))## Joining, by = "date"daily_sentiment %>% head()## # A tibble: 6 × 4
## # Groups: party [2]
## date party score score7
## <date> <chr> <dbl> <dbl>
## 1 2017-01-01 Democrat NA NA
## 2 2017-01-01 Republican NA NA
## 3 2017-01-02 Democrat NA NA
## 4 2017-01-02 Republican NA NA
## 5 2017-01-03 Democrat NA NA
## 6 2017-01-03 Republican NA NAggplot(daily_sentiment_115, aes(x=date, y = score, colour=party_full)) +
geom_point(aes(y=score), size=1) +
geom_line(aes(y=score7)) +
theme_minimal() +
geom_smooth(method = "lm")## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1402 rows containing non-finite values (`stat_smooth()`).## Warning: Removed 1402 rows containing missing values (`geom_point()`).## Warning: Removed 1460 rows containing missing values (`geom_line()`).
days_116 <- data.frame(date = seq(as.Date("2019-01-01"),as.Date("2020-12-31"),1))
daily_sentiment_116 <- days_116 %>%
left_join(wide_sentiment_full) %>%
pivot_longer(cols = -date, names_to="party_full", values_to="score") %>%
group_by(party_full) %>%
arrange(date) %>%
mutate(score7 = data.table::frollmean(score, 7))## Joining, by = "date"daily_sentiment_116 %>% head()## # A tibble: 6 × 4
## # Groups: party_full [2]
## date party_full score score7
## <date> <chr> <dbl> <dbl>
## 1 2019-01-01 Dem NA NA
## 2 2019-01-01 Rep NA NA
## 3 2019-01-02 Dem NA NA
## 4 2019-01-02 Rep NA NA
## 5 2019-01-03 Dem 0.606 NA
## 6 2019-01-03 Rep 0.980 NAggplot(daily_sentiment_116, aes(x=date, y = score, colour=party_full)) +
geom_point(aes(y=score), size=1) +
geom_line(aes(y=score7)) +
theme_minimal() +
geom_smooth(method = "lm")## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1409 rows containing non-finite values (`stat_smooth()`).## Warning: Removed 1409 rows containing missing values (`geom_point()`).## Warning: Removed 1462 rows containing missing values (`geom_line()`).
days_117 <- data.frame(date = seq(as.Date("2021-01-01"),as.Date("2022-12-31"),1))
daily_sentiment_117 <- days_117 %>%
left_join(wide_sentiment_full) %>%
pivot_longer(cols = -date, names_to="party_full", values_to="score") %>%
group_by(party_full) %>%
arrange(date) %>%
mutate(score7 = data.table::frollmean(score, 7))## Joining, by = "date"ggplot(daily_sentiment_117, aes(x=date, y = score, colour=party_full)) +
geom_point(aes(y=score), size=1) +
geom_line(aes(y=score7)) +
theme_minimal() +
geom_smooth(method = "lm")## `geom_smooth()` using formula = 'y ~ x'## Warning: Removed 1420 rows containing non-finite values (`stat_smooth()`).## Warning: Removed 1420 rows containing missing values (`geom_point()`).## Warning: Removed 1460 rows containing missing values (`geom_line()`).
##Some machine learning
#Prediction model to see if can predict if bill is Republican or Democrat
#Keep only bills that are over 66% Democrat or Republican
df1 <- df %>%
filter(party != "Both")
df1 <- df1[sample(nrow(df1)),]
df1$env <- 0
df1$env[df1$party == "Republican"] <- 1
df1$env <- factor(df1$env)
df_split <- initial_split(df1, prop=0.8)
train_data <- training(df_split)
test_data <- testing(df_split)
rec <- recipe(env ~ summary, data = train_data) %>%
step_tokenize(summary) %>%
step_tokenfilter(summary, max_tokens = 1e3) %>%
step_tfidf(summary)
model <- svm_linear(mode="classification")
wf <- workflow() %>%
add_recipe(rec) %>%
add_model(model)
model_fit <- wf %>%
fit(train_data)test_data$prediction <- predict(model_fit, test_data)$.pred_class
scorer <- metric_set( yardstick::accuracy,
yardstick::precision,
yardstick::recall,
yardstick::f_meas
)
scorer(test_data, truth=env, estimate=prediction, event_level="second")## # A tibble: 4 × 3
## .metric .estimator .estimate
## <chr> <chr> <dbl>
## 1 accuracy binary 0.645
## 2 precision binary 0.607
## 3 recall binary 0.386
## 4 f_meas binary 0.472#Prediction model to see if can predict if bill is focusing on health (as policy area)
df2 <- df[sample(nrow(df)),]
df2$env <- 0
df2$env[df2$policy_area == "Health"] <- 1
df2$env <- factor(df2$env)
df_split <- initial_split(df2, prop=0.8)
train_data <- training(df_split)
test_data <- testing(df_split)
rec <- recipe(env ~ summary, data = train_data) %>%
step_tokenize(summary) %>%
step_tokenfilter(summary, max_tokens = 1e3) %>%
step_tfidf(summary)
model <- svm_linear(mode="classification")
wf <- workflow() %>%
add_recipe(rec) %>%
add_model(model)
model_fit <- wf %>%
fit(train_data)test_data$prediction <- predict(model_fit, test_data)$.pred_class
scorer <- metric_set( yardstick::accuracy,
yardstick::precision,
yardstick::recall,
yardstick::f_meas
)
scorer(test_data, truth=env, estimate=prediction, event_level="second")## Warning: While computing binary `precision()`, no predicted events were detected (i.e. `true_positive + false_positive = 0`).
## Precision is undefined in this case, and `NA` will be returned.
## Note that 11 true event(s) actually occured for the problematic event level, '1'.
## While computing binary `precision()`, no predicted events were detected (i.e. `true_positive + false_positive = 0`).
## Precision is undefined in this case, and `NA` will be returned.
## Note that 11 true event(s) actually occured for the problematic event level, '1'.## # A tibble: 4 × 3
## .metric .estimator .estimate
## <chr> <chr> <dbl>
## 1 accuracy binary 0.940
## 2 precision binary NA
## 3 recall binary 0
## 4 f_meas binary NA